{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f295c07e-93a5-40e8-a988-0f4d6ef2c7e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=2000, noise=0.5, random_state=45)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "743ff613-3ea0-4e9b-83ca-af501706cbea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic regression model trained successfully...\n",
      "Support vector machine trained successfully...\n",
      "Decision tree trained successfully...\n",
      "Random forests trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# Model Definition\n",
    "mdl_lr = LogisticRegression() # Logistic Regression\n",
    "mdl_svm = SVC() # Support Vector Machine\n",
    "mdl_dt = DecisionTreeClassifier() # Decision Tree\n",
    "mdl_rf = RandomForestClassifier(n_estimators=100) # Random Forests\n",
    "\n",
    "# Model Training\n",
    "mdl_lr.fit(X_train, y_train) # Logistic Regression\n",
    "print('Logistic regression model trained successfully...')\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "mdl_dt.fit(X_train, y_train) # Decision Tree\n",
    "print('Decision tree trained successfully...')\n",
    "\n",
    "mdl_rf.fit(X_train, y_train) # Random Forest\n",
    "print('Random forests trained successfully...')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ffa8af86-8217-415f-bfaf-73e493fca9ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAroAAAI3CAYAAAB00/gfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABh6klEQVR4nO3dd3QV1d7G8WfSewgEQg8iRUB6E5AugoIUlaoRUBFQLFwrohIVEesVFS8WvHQQsIAGpRep0gVp0iEUKSmQXub9gzfnckghCUlOzvD9rJVlzsyePb85gePDzp49hmmapgAAAACLcXF0AQAAAEBhIOgCAADAkgi6AAAAsCSCLgAAACyJoAsAAABLIugCAADAkgi6AAAAsCSCLgAAACyJoAsAAABLIugCQCEzDEOGYWjVqlUF0l+VKlVkGIamTJlSIP0BgFURdAEUa+Hh4bagmPHl4uKigIAAVaxYUS1bttRTTz2l+fPnKzk52dHl4hpHjx7N9PPLy1dB/eMAwM3JzdEFAEBuhYSE2L5PSEjQqVOnFBkZqQ0bNuiLL75QqVKl9Pbbb2vYsGEyDMOBldqrWbOmJMnHx6dA+rv11lvl5eWlwMDAAumvMLm6utr93K4WExOjxMREubi4qHTp0lm28fDwKMzyAFicYZqm6egiACA74eHhevPNNyVJ135cpaWlac+ePVq6dKk+//xzHTlyRJI0YMAAzZgxo1iFXWQ2aNAgTZ06VaGhoTp69KijywFgQUxdAOC0XF1dVbduXf3rX//S7t271a9fP0nSrFmzNH78eAdXBwBwNIIuAEvw8fHR1KlT1bBhQ0nS+PHjdfHixSzbpqWlacqUKercubNCQkLk4eGh0qVLq3PnzpozZ06mkeNr7d27V0899ZRq164tf39/+fn5qWbNmurXr5++//57paen27XPab5pVFSU3njjDTVq1EgBAQHy8PBQ2bJlVa9ePQ0bNkzLly/PdMz1bkZLS0vTt99+qw4dOig4OFienp6qUKGCevfuneOc13bt2skwDIWHh8s0TX399ddq3ry5AgIC5O/vrxYtWmjGjBk5vjcF5eq5vUePHtWhQ4f0xBNP6JZbbpGnp6eqVKmS6ZiffvpJPXv2VPny5eXh4aGgoCC1adNGkyZNUkpKSo7nO3PmjF555RXVr19fgYGB8vLyUtWqVfX4449rz549hXSVAAqdCQDF2JgxY0xJZm4/rubNm2drP3ny5Ez7z5w5YzZv3tzWRpIZGBho97p79+5mUlJSlv2PHz/edHFxsbX18vIy/f397Y6PioqyOyZj+8qVK+22nzhxwqxcubJtv4uLixkUFGS6urratrVt2zZTDaGhoaYk87///W+mfdHR0Wa7du1sx7u6upolSpQwDcOwbXvhhReyvLa2bduakszXXnvN7NGjhynJdHNzMwMCAuyu74033sjy+LwaOHCgKckMDQ3NtO/IkSO2882cOdP08/MzJZk+Pj6mr6+v3TGXLl0yu3XrZldjQECA3TW3aNHCvHjxYpZ1/Pzzz7b+JZnu7u6mr6+v7bWHh4c5derUArlmAEWLEV0AltKlSxe5urpKklavXm23Lzk5Wffdd582bdqkRo0aKSIiQnFxcYqOjtbly5c1depUlSlTRgsXLtTLL7+cqe///Oc/euWVV5Senq7u3btr+/btSkhIUGxsrC5cuKAlS5aob9++cnHJ3UdreHi4jh8/ripVqmjZsmVKTk7WxYsXlZSUpKNHj+o///mP7rjjjjxd/2OPPaZVq1bJw8NDn376qWJjYxUVFaVTp07p0UcflSR9+OGHmjRpUrZ9TJw4UatWrdKUKVMUGxurmJgYnThxQvfdd58kaezYsfr777/zVNeNGDp0qOrUqaPNmzcrLi5Oly9f1pIlS2z7w8LC9Msvv6hatWqaNWuWreb4+HgtWLBAVatW1YYNG2zXf7U//vhDDzzwgC5fvqyhQ4dq7969SkhI0OXLl3Xs2DE9+eSTSk5O1mOPPaYtW7YU2TUDKCCOTtoAkJO8juiapmlWr17dlGS2atXKbvvnn39uSjLr1KljxsbGZnnsli1bTMMwTA8PD/Ps2bO27RcvXrSN3Pbr189MT0/PdT0Z9V87olurVi1Tkjlr1qxc92Wa2Y/obtq0yXauL7/8MstjH3jgAVOSGRwcbCYkJNjtyxjRlWSuWLEi07GJiYlm+fLlTUnm2LFj81RzVnI7ohsaGmpeunQpyz5++eUXU5JZtmxZ8+TJk1m2OXHihG2Edvv27Xb7mjZtakoyX3/99WzrfOaZZ0xJZo8ePXJ7aQCKCUZ0AVhOyZIlJSnTHN1vvvlGkvTkk0/K398/y2MbN26sOnXqKDk5WStXrrRtnz9/vi5duiR3d3d9/PHHBbKiQ4kSJSRJp0+fvuG+JGnOnDmSpIoVK+rxxx/Pss3bb78tSTp//ryWLl2aZZtWrVqpffv2mbZ7enqqc+fOkqQ///yzIErOlREjRsjPzy/LfRk/07CwMFWoUCHLNhUrVrRdz+LFi23bd+7cqc2bN8vd3V3PP/98tud/5JFHJEnLli1TWlpavq4BgGOwji4AyzGzuJns0qVLtnD2+uuv66233sr2+IyAfOzYMdu29evXS7oShMuVK1cgdXbr1k0bNmzQK6+8on379un+++9Xy5YtFRAQkK/+Mn613r59+2ynT9SqVUsVKlRQZGSktmzZYpuOcLXmzZtne47y5ctLyvyPiMLUqlWrbPetXbtWkvTVV19p2rRp2baLiYmRZP8zzTg2PT3dttZxVjLCbVxcnC5cuKAyZcrkvngADkXQBWA5UVFRkqRSpUrZtp05c8a2GkJuQ1p8fLzd8ZIUGhpaUGXqxRdf1M6dOzV37lx9/fXX+vrrr2UYhurUqaMuXbpoyJAhqlGjRq77++effyQp25HNDBUrVlRkZKSt/bWyG+2WJDe3K//buN4qBgUpu2CZkpKi8+fPS7oSZDPCbE6u/pmeOnVK0pUge/bs2VzVcvXxAIo/pi4AsJTLly/r8OHDkq48QSzD1b9y3rhxo0zTvO5XeHh4pv4L8iEU7u7u+u6777Rjxw698cYb6tChg3x8fLR79259+OGHql27tj766KM895vbGp3lgRoZNxde6+qfacaycNf7unpJtozjb7vttlwda5pmlsuaASi+CLoALOW3336zBZh27drZtl/9GNpdu3blud+M6QqF8QSv+vXr680339Ty5csVHR2tZcuWqU2bNkpLS7ON+uZGxsjniRMncmx38uRJScr2sbvO4urHIOfnZ1q2bFlJ0uHDhxUXF1egtQEoHgi6ACwjOTlZ48aNkyQFBgaqZ8+etn1BQUGqXbu2pP/dtJUXLVu2lHRlHmxB3TyWFTc3N3Xs2FERERHy9PSUaZpatmxZro5t0qSJJGnlypWZHlqRYd++fYqMjJQkNW3atGCKdqCM+bvz5s3L9pqvd2xycrJ+/PHHAq8NgOMRdAFYQkJCggYNGqTt27dLkkaNGmVb1SDDE088IUlavnz5dcPutfN4e/furYCAAKWmpmrkyJHXfXpabiQlJWW7z9PT0/Yr++x+dX+tjEcgR0ZG2lYjuNYbb7whSQoODtZdd92Vl3KLpYyf6YEDB/TBBx/k2DYuLk7Jycm2102aNLE9SW/06NE6d+5cjscX5Q14AAoGQReA00pPT9fu3bv18ccfq06dOpo9e7akK0tNvfTSS5naDxs2zLaiQFhYmF577TW7X/PHx8dr1apVGjFihN38XunKCPH7778vSfruu+/Uq1cv7dixw7Y/KipKERER6tGjh2JjY3NVf2hoqEaNGqWNGzfahd6DBw/qoYceUnx8vFxcXGxLel1Ps2bN9MADD0iSnn76aX3++ee2m6fOnDmjIUOGaN68eZKuLDPm5eWVq36Lsx49eqhXr16SpFdeeUXDhw/XgQMHbPuTk5O1adMmvfzyywoNDbW7Ac8wDE2aNEmenp46fvy4mjdvrvnz59vdcBYZGakZM2aoU6dOWT5EBEAxVwRr9QJAvl39wIiQkBDbV4kSJewexav/fwjCpEmTcuzv3LlzZocOHTI9Lvbax+S6ubllefy4cePszuvt7Z3vRwBffUzG43+9vLxs2wzDMP/9739nquF6jwC++sEPbm5uZlBQUJ4eATxmzJhs37+Mn0dWjybOq9w+MOLIkSM59hMXF2f269fP7v309fU1g4KCMv0ZyeqhEkuWLDFLlSpl99jkUqVKmT4+PnbHPv744zd8zQCKFsuLAXAaGUtAGYYhX19flS1bVpUrV1bDhg3VsWNH3XffffLw8Mixj+DgYC1btkw///yzpk+frk2bNtkty1W3bl117drVbn7v1UaNGqX77rtPn376qVauXKnIyEiZpqmaNWuqUaNGtikOubFkyRKtXLlSa9eu1fHjx23XV61aNbVu3VpPPfWUGjdunMt354rAwEAtX75cU6dO1fTp07Vz505dvnxZZcuWVcuWLTVixAi7m/SswMfHR7Nnz9bQoUP17bffat26dTp9+rQuX76sMmXKqHbt2urSpYt69eqV5dJrnTp10sGDBzVp0iRFRERoz549io6Olre3t2rXrq0WLVqoR48e6tSpkwOuDsCNMEyzACaaAQAAAMUMc3QBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJbEAyOu4d3sBUeXAAAFKmr9h44uAQAKlFcuEywjugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJIIugAAALAkgi4AAAAsiaALAAAASyLoAgAAwJKcPuhevHhRJ06ccHQZAAAAKGacMujGxMTo2WefVUhIiEqXLq1bbrnFtm/Tpk269957tXXrVgdWCAAAAEdzuqB78eJFNW/eXJ999pkqVaqkWrVqyTRN2/569epp3bp1mjlzpgOrBAAAgKM5XdANDw/XgQMHNHv2bG3ZskW9e/e22+/t7a22bdtqxYoVDqoQAAAAxYHTBd2FCxeqW7du6tu3b7ZtQkNDdfLkySKsCgAAAMWN0wXd06dPq3bt2jm28fLyUlxcXBFVBAAAgOLI6YJuqVKlrrvKwr59+1SuXLkiqggAAADFkdMF3TZt2mjhwoWKjIzMcv+ePXv022+/6a677iriygAAAFCcOF3QHT16tFJTU9WqVSvNmjVL58+flyTt3btXkydPVocOHeTp6akXX3zRwZUCAADAkQzz6rW5nMTChQv1yCOP6NKlS5Ik0zRlGIZM05S/v79mz56te++9N199ezd7oSBLBQCHi1r/oaNLAIAC5eWWu3a5bFa8dO/eXYcPH9bUqVO1adMmXbx4UQEBAWrevLkGDx6s4OBgR5cIAAAAB3PKEd3CxIguAKthRBeA1eR2RNfp5ujOnDlT8fHxji4DAAAAxZzTBd2wsDCVLVtWgwYN0rJly8SANAAAALLidEH37bffVqVKlTRt2jR17txZFStW1EsvvaQ///zT0aUBAACgGHHaObrbtm3T9OnTNWfOHJ09e1aGYahOnTp65JFHNGDAAJUvXz5f/TJHF4DVMEcXgNXkdo6u0wbdDOnp6VqyZIlmzJihBQsWKC4uTq6urmrXrp2WLl2a5/4IugCshqALwGosezPatVxcXNSlSxfNmDFDZ8+e1TvvvCMXFxetWLHC0aUBAADAgZxyHd1rxcbGav78+ZoxY4bWrFmj9PR0+fv7O7osAAAAOJDTBt3U1FRFRERoxowZioiIUFJSklxcXNSpUyeFhYWpV69eji4RAAAADuR0QXfdunWaMWOG5s2bp6ioKJmmqYYNGyosLEz9+/dXSEiIo0sEAABAMeB0Qbd169aSpEqVKmnIkCEKCwtT7dq1HVwVAAAAihunC7qDBw9WWFiY2rVr5+hSAAAAUIw5XdCdPHmyo0sAAACAE3D65cUAAACArBT7Ed0OHTrIMAxNnTpVFStWVIcOHXJ1nGEYWr58eSFXBwAAgOKq2AfdVatWyTAMxcfH217nhmEYhVgVbnblSwfo/o711bnlbapZpYxCSvnrYmy8Nu48qo+nr9Lmv47bta9XvbweuKu+GtaqqAY1K6h0kJ/WbD2kzsP/k2X/lcsFaf+C0dme/5HRMzRv6Y4CvCIAyJ5pmlq+bKlmz5yuo0eO6PLlSwopW1ZNmjbXo48NUcVKlezaX758Wf+Z+JmWL12i8+fPKTi4tDp2ulvDn3pafn5+DroK3IyKfdBNT0/P8TXgCMP73KkXBnbQoRPntfyPAzp38bKqVSqt+9rW0X1tb9fA12fq+2U7be3va3e7XhrcUUnJqfr7+DmVDsrdB/3OA5H6efVfmbb/dehMgV0LAFzPRx+8p+lT/6vSpUurfceO8vX104H9+/TD/Ln6bdEvmjpzjqpXryFJio+P16MDH9b+fXt1R8tW6nJvVx3Yv08zpk3R5j82acr0WfLx8XHwFeFmUeyDLlAcbfnruO56YqLW7Thit71Vg1u0aOJQTXj5fv28ereSU9IkST8s36mINX9p98HTKlXCV0d/HZOr8/x54JTe+XpJgdcPALl1/tw5zZw+VeUrVNC8HxbajcjOmDZFH7z3rqZP/a/eGvuuJGnKt99o/769GvTo4xr5/Iu2tl98/qm+/M9ETfn2Gz054pkivw7cnJzuZrRHH31UCxcuzLHNokWL9OijjxZRRbgZLVi1O1PIlaR1O45o9dZDKhXoq9urlbNt33v4rHbsj1RqGr+RAOBcTp2KVHp6uho0bJRp2kHrtu0kSRcvXpR0ZYrDD9/Pk4+Pj4YOf8qu7WNDhiogIFA//jBfpmkWSe2A0wXdKVOmaMeOHTm22bVrl6ZOnVo0BQHXSEm9MoqbmnrjobZccICGPNBCLwzsoIe6NlGFMoE33CcA5EXl0FC5u7trx/Ztiou7bLdv7ZrVkqRmze6QJB07dlTn/vlHDRo2yjQ9wdPTU42bNNE/Z8/q+PFjRVM8bnqWnLqQmJgoNzdLXhqKuUohJdShaXWdPh+r3YdO33B/d91RU3fdUdP2OiU1TV98t1ajPv2FEREARaJEiSA9/exIffzh++p5371q166DfHx9dfDvA9q4YYMe6N1X/R96WJJ0/NiVAFs5tEqWfVUODbW1C82mDVCQnDINZreigmmaOnnypBYtWqTy5csXcVW42bm5umjym/3l5emu0ePmKT09/0E0ITFFY79eooWrdulI5EV5ebip2e2hGjuiq559qK2SU1L1xhe/FmD1AJC9gYMfU+nSZfT2m29o7nezbdsbNGiobvd1l7u7uyTp8qVLkiT/bFZW8PX1s2sHFDanmLrg4uIiV1dXubq6SpLCw8Ntr6/+cnNzU5UqVbR582b169fvuv0mJSUpNjbW7stMTy3sy4EFGYahL1/vq9aNbtXkHzdq9q/bbqi/c1GX9c7XS7Tr79O6HJ+k89FxWrR2j+55apLOR8fpmQFtVcLfu4CqB4CcfTXpC70+epQeGzJUS5av1obN2zVl+iylpqXp8cGPaNlSbppF8eQUI7pt2rSxjeKuWbNGlStXVpUqVTK1c3V1VcmSJdWhQwcNGTLkuv2+++67evPNN+37KN9C7hVaFkjduHl8MfpBDbi3sWYt2qqnx39faOc5e+GSFq/fq4fubaLGtStp+aYDhXYuAJCkTRs3aOJnE/TwI4P0+BPDbNsbNmqsz774Ul07d9SH772ruzrdLT9/f0nSpcuXs+wrY45vRjugsDlF0L36IREuLi4aPHiw3njjjRvud9SoUfrXv/5lt61MhxvvFzcPwzD0n9G9NbB7M323eJuGvDWn0OfOXoiOkyT5eLkX6nkAQJJ+//8bzpo2a55pX8mSJVW9Rk3t3LFdUVEXr5qDezTLvv43hze0cIoFruEUQfdqBfnACE9PT3l6etptM1yc7i2Bg1wdcuct2a5Hx8y+oXm5udWkdmVJ0rFTUYV+LgBISUmRJEVFXcxyf9T/Ly3m4eGh0NAqKl2mjHZs36b4+Hi7lReSkpK0dcsWlS5TRpUrE3RRNJxiji5Q3BiGoUmv9dHA7s30/bKdGlzAIbdJ7Upyc8381/OZAW3UssEt2nP4jP78+1SBnQ8AstOgYSNJ0vSpU3TpmpvIFv70o44fP6baderI19dPhmHo/gd6Kz4+Xl/+Z6Jd28lff6nY2Bjd/0DvbG8qBwqaYRbzNYoeffRRGYahcePGKSQkJNcPgjAMQ5MnT87z+bybvZDnY3DzGT3kbr025G5dikvUxO/WZvkgiJ9X7baF0RqhpfXCwA6SJG9Pdz3YqYHOXIjV0g37JV2ZjjDq019sxy7+z3DVqFJaa7cd1smz0fLydFfzuqFqeFtFXYyJV9cRX2rH/sgiuFJYQdT6Dx1dApxYWlqannhskLZs/kNBJUuqXfsOCggI0P79+7Vx/Tp5eHjoy2/+q0aNm0i68gjgQWEDbI8Arl27jg7s36e1v69Rzdtq8QhgFAivXP4CvtgHXRcXFxmGob1796pGjRpyccndILRhGEpLS8vz+Qi6yI2v3uirsG5Nc2wz5M05mhGxRZLUutGtWjJpeLZtj526qNt6jrO9HtSjmXq2r6c6t5ZVqUBfSdLxM1FaumGfPpm5WpH/xBTAVeBmQdDFjUpOTtbM6VO1+LdfdeTIYaWmpKhkqVJq0qSpHh0yVNWr17Brf+nSJU364nMtW7JY58+fV3BwsO66u7OGPTlC/tyIhgJgmaB77P8nrleoUEFubm6217kRmo/J7gRdAFZD0AVgNbkNusX+zqtrw2p+wisAAABuPpa6GS0pKUmpqTzwAQAAAE4YdNeuXau33npL0dHRtm0XLlzQPffcIz8/PwUEBGj06NGOKxAAAADFgtMF3Y8++khTp05ViRIlbNuef/55LV68WFWrVlWJEiU0fvx4zZ8/33FFAgAAwOGcLuju2LFDrVu3tr2Oj4/X3Llzdffdd2v//v3av3+/KleurC+++MKBVQIAAMDRnC7o/vPPP6pQoYLt9YYNG5SYmKjBgwdLkvz9/dWtWzft27fPUSUCAACgGHC6oOvl5WX3ZJbVq1fLMAy1bdvWts3Pz09RUTweFQAA4GZW7JcXu1a1atX022+/KSkpSS4uLvruu+9Uu3ZtlS1b1tbm+PHjKlOmjAOrBAAAgKM53YjukCFDdPDgQVWvXl21atXSwYMHNWjQILs2mzZtUu3atR1TIAAAAIoFpwu6jz32mF588UXFx8crOjpaQ4cO1XPPPWfbv3LlSh0+fFgdO3Z0XJEAAABwuGL/COC8Sk5OVkJCgnx9feXmlveZGTwCGIDV8AhgAFZjmUcA55WHh4c8PDwcXQYAAAAczGmD7rFjxzRz5kzt2LFDMTExCggIUMOGDTVgwABVqVLF0eUBAADAwZxy6sLnn3+uF154QSkpKbq2fHd3d73//vt69tln89U3UxcAWA1TFwBYTW6nLjjdzWiLFi3SM888oxIlSmjcuHHasGGDjhw5oo0bN2r8+PEKCgrSv/71L0VERDi6VAAAADiQ043odujQQbt27dLOnTtVvnz5TPsjIyPVoEED1atXT8uXL89z/4zoArAaRnQBWI1lR3S3bdumPn36ZBlyJalChQrq06ePtm7dWsSVAQAAoDhxuqCbnJwsX1/fHNv4+voqOTm5iCoCAABAceR0QbdGjRr6+eeflZqamuX+1NRU/fLLL6pRo0YRVwYAAIDixOmC7sCBA7V//3517tw50/SELVu26J577tH+/fs1cOBAB1UIAACA4sDpbkZLS0tTnz599OOPP8owDHl7eyskJERnz55VQkKCTNNUjx499P3338vFJe85npvRAFgNN6MBsBrL3ozm6uqq77//XtOmTVP79u3l6emp48ePy9PTU+3bt9fUqVP1448/5ivkAgAAwDqc5sloGzdu1OjRo7V582ZJUtOmTTVu3Dg1b97cwZUBAACgOHKKqQu7du1S8+bNlZiYaLfdx8dHf/zxh2rXrl1g52LqAgCrYeoCAKux1NSF8ePHKzExUaNHj9aZM2d09uxZvfrqq4qPj9f48eMdXR4AAACKIacY0a1cubKqVKmiNWvW2G1v3bq1jh8/rmPHjhXYuRjRBWA1jOgCsBpLjeiePXtWd9xxR6btd9xxh86ePeuAigAAAFDcOUXQTUlJkZ+fX6btfn5+SklJcUBFAAAAKO6cIugCAAAAeeU0y4vNmDFDGzdutNt28OBBSdK9996bqb1hGIqIiCiS2gAAAFD8OMXNaPl5+INhGEpLS8vzcdyMBsBquBkNgNXk9mY0pxjRPXLkiKNLAAAAgJNxiqAbGhrq6BIAAADgZLgZDQAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSfkOutHR0VqzZo22b9+ead/p06f14IMPKjAwUCVLllRYWJj++eefGyoUAAAAyIt8B93Jkyerffv2+vbbb+22p6am6u6779aPP/6oS5cuKTo6WrNmzVLHjh2VnJx8wwUDAAAAuZHvoLtkyRJJUv/+/e22f/fdd/rrr7/k5eWl0aNHa+zYsQoICNCePXv01Vdf3Vi1AAAAQC655ffAgwcPSpLq1q1rt33u3LkyDENvvvmmXnjhBUlStWrV1K9fP82fP18jRoy4gXIBAACA3DFM0zTzc2BgYKAkKSYmxm57UFCQYmNjdfLkSZUrV06SlJycLG9vb5UsWVLnzp27wZILl3ezFxxdAgAUqKj1Hzq6BAAoUF65HKrN99SFxMREpaen223bv3+/YmJiVL16dVvIlSQPDw9bAAYAAACKQr6DbpkyZRQfH68zZ87Yti1btkyS1LJly0ztExISbKPAAAAAQGHLd9Bt2rSpJOnjjz+WJMXHx2vSpEkyDEMdO3a0axsZGamEhAS7UV4AAACgMOU76A4dOlSmaeqjjz5SrVq1VKNGDf31118qXbq07r//fru2K1eulJT5xjUAAACgsOQ76Hbu3Fnh4eEyDEP79+/XqVOnFBwcrJkzZ8rb29uu7axZsyRJ7du3v7FqAQAAgFzK96oLGY4fP65NmzapRIkSatasWaZ5uMnJyXrvvfeUnp6uoUOHqmzZsjdUcGFj1QUAVsOqCwCsJrerLtxw0LUagi4AqyHoArCaQl9eDAAAACjOCLoAAACwpFwN/Hbo0KFATmYYhpYvX14gfQEAAAA5yVXQXbVqVYGczDCMAukHAAAAuJ5cBd0xY8YUdh0AAABAgSLoAgAAwJK4GQ0AAACWRNAFAACAJeVyud2cLVy4UIsXL9axY8eUkJBgt7JCXFycdu7cKcMw1KJFi4I4HQAAAHBdNxR0T5w4ofvvv1/btm2TJJmmmWllBU9PT/Xv318nT57Ujh07VLdu3Rs5JQAAAJAr+Z66EB8fr7vvvltbt25VhQoV9NRTT8nX1zdTOzc3Nz3++OMyTVMLFiy4oWIBAACA3Mp30J04caL279+vRo0aae/evfr000/l5+eXZdsePXpIkpYsWZLf0wEAAAB5ku+gO3/+fBmGoY8//jjLkdyr3X777XJzc9OBAwfyezoAAAAgT/IddPfv3y9XV1e1atXq+idxcVFgYKCioqLyezoAAAAgT/IddJOSkuTt7S1XV9dctY+Li5Onp2d+TwcAAADkSb6DbpkyZXT58mVFR0dft+3OnTuVmJioihUr5vd0AAAAQJ7kO+i2bNlSkjR37tzrtn3nnXdkGIbatm2b39MBAAAAeZLvoDts2DCZpqnw8HDt2bMnyzbx8fF66qmnNH/+fNsxAAAAQFHI9wMj2rZtq8cee0yTJ09W8+bN1bVrV8XFxUmSPvjgA+3atUsRERG2qQ3PPfec6tevXyBFAwAAANdjmKZp5vfgtLQ0Pf/88/rss8+U0c3VT0bLeFLayJEj9cEHH2R6alpx5N3sBUeXAAAFKmr9h44uAQAKlFcuh2pvKOhm+Ouvv/TNN99o3bp1OnXqlNLS0lS2bFm1atVKQ4YMcaqRXIIuAKsh6AKwmiINulZC0AVgNQRdAFaT26Cb75vRAAAAgOIs3zejZeXYsWP6559/JF1ZZzc0NLQguwcAAABy7YZHdE+dOqWnn35aZcqUUdWqVXXHHXfojjvuUNWqVVW6dGk9/fTTOnnyZEHUCgAAAOTaDc3RXbJkifr27avY2Fhl141hGPL399ecOXPUpUuXfBdaVJijC8BqmKMLwGpyO0c331MX9u/fr549eyoxMVElS5bUsGHD1KFDB1WoUEGSFBkZqZUrV+rLL7/U+fPndf/992v79u2qWbNmfk8JAAAA5Fq+R3QffvhhzZo1S/Xq1dPSpUtVunTpLNudP39ed911l3bt2qUBAwZo+vTpN1RwYWNEF4DVMKILwGoKfdWF5cuXyzAMffPNN9mGXEkKDg7W119/LdM0tWzZsvyeDgAAAMiTfAfd6Oho+fn5qUmTJtdt27RpU/n5+dkeBwwAAAAUtnwH3XLlyiktLS3X7dPT01WuXLn8ng4AAADIk3wH3XvvvVcJCQlasWLFddsuX75c8fHx6tatW35PBwAAAORJvm9GO3v2rBo0aCAvLy8tXrxYNWrUyLLd33//rc6dOyspKUnbt29XmTJlbqjgwsbNaACshpvRAFhNgS4vtmbNmiy3v/vuuxo5cqTq16+v3r1725YXMwxDJ0+e1MqVKzVv3jx5eXnp448/1r59+4p90AUAAIA15GpE18XFRYZh3PjJDEOpqak33E9hYkQXgNUwogvAagr8gRE38AC1Au0DAAAAyI1cBd309PTCrgMAAAAoUPledQEAAAAozgi6AAAAsCSCLgAAACwp1zej5eTkyZNav369Tp48qbi4uBxvOnvjjTcK4pQAAABAjm4o6J4/f17Dhg3TTz/9dN0VFUzTlGEYBF0AAAAUiXwH3bi4OLVr10579+6Vh4eH6tevrz/++EMeHh5q1qyZzpw5o4MHD0qSSpYsqbp16xZY0QAAAMD15HuO7sSJE7Vnzx7VrFlThw8f1saNGyVdCbVr1qzRgQMHdOTIEfXp00fR0dHq0qWLVq5cWWCFAwAAADnJd9D98ccfZRiG3n33XZUrVy7LNqGhoZozZ4769OmjV199VcuXL893oQAAAEBe5Dvo7tu3T5LUpUsXu+0pKSmZ2r7zzjsyTVOfffZZfk8HAAAA5Em+g25iYqJKlCghT09P2zYvLy9dvnw5U9tbbrlFgYGB+uOPP/J7OgAAACBP8h10Q0JCFBsba/d44NKlSys5OVknT560a5uWlqa4uDhduHAh/5UCAAAAeZDvoBsaGqr09HSdOnXKtq1BgwaSrszfvdrChQuVmpqqMmXK5Pd0AAAAQJ7kO+h27NhRkrRixQrbtr59+8o0TY0aNUoffPCBli5dqg8//FCDBw+WYRi65557brxiAAAAIBcM83pPesjG9u3b1bhxY3Xq1EmLFy+WdOWhEB07dtSqVatkGIatrWmaKlu2rLZs2aLy5csXTOWFxLvZC44uAQAKVNT6Dx1dAgAUKK9cPgki3yO6DRs2VHp6ui3kSpJhGIqIiNCoUaN0yy23yM3NTaVKldLDDz+sjRs3FvuQCwAAAOvI94iuVTGiC8BqGNEFYDW5HdEl6F4jKj7N0SUAQIEq3+pZR5cAAAUqYfvnuWqX76kLAAAAQHGWq4Hf48ePF9gJK1euXGB9AQAAANnJVdC95ZZbCuRkhmEoNTW1QPoCAAAAcpKroFtQ03iZDgwAAICikquge+TIkcKuAwAAAChQuQq6oaGhhV0HAAAAUKBYdQEAAACWRNAFAACAJRF0AQAAYEkEXQAAAFgSQRcAAACWRNAFAACAJRF0AQAAYEkEXQAAAFgSQRcAAACWVGBB1zRNnT9/XsePHy+oLgEAAIB8u+Ggu23bNt1///0KDAxUSEiIqlatarc/KipKQ4cO1bBhw5ScnHyjpwMAAABy5YaC7vTp09WiRQv99NNPunz5skzTlGmadm2CgoJ05MgRff3111q6dOkNFQsAAADkVr6D7t69ezVkyBClpKTomWee0ZYtWxQcHJxl20ceeUSmaWrBggX5LhQAAADIC7f8Hvjxxx8rOTlZTz31lD755BNJkqura5ZtO3ToIEnasGFDfk8HAAAA5Em+R3RXrFghwzD08ssvX7dt+fLl5ePjw41qAAAAKDL5DrqnTp2Sr6+vKlasmKv23t7eSkhIyO/pAAAAgDzJd9D19PRUcnJyppvPspKQkKDo6GgFBgbm93QAAABAnuQ76FapUkUpKSn6+++/r9t20aJFSktLU+3atfN7OgAAACBP8h10u3TpItM0NWHChBzbXbhwQS+99JIMw1DXrl3zezoAAAAgT/IddEeOHCk/Pz9NmjRJb775pi5dumS3PyEhQbNmzVKTJk105MgRlSpVSsOGDbvhggEAAIDcMMzcTLLNxi+//KIHH3xQKSkpcnd3V3p6utLS0nTbbbfp8OHDtjm8np6e+uWXX9SxY8eCrL1QRMWnOboEAChQ5Vs96+gSAKBAJWz/PFftbujJaN26ddOaNWvUuHFjJScnKzU1VaZpau/evUpKSpJpmmrYsKHWrFnjFCEXAAAA1pHvB0ZkaNasmf744w/9+eefWrt2rU6dOqW0tDSVLVtWrVq1UpMmTQqiTgAAACBPbjjoZqhXr57q1atXUN0BAAAAN+SGpi4AAAAAxRVBFwAAAJaU76kLHTp0yPMxhmFo+fLl+T0lAAAAkGv5DrqrVq3KVTvDMCRJpmnavgcAAAAKW76D7pgxY3LcHxMTo02bNmnDhg0qVaqUhg8fLldX1/yeDgAAAMiTQgu6GVasWKH7779fe/bs0fz58/N7OgAAACBPCv1mtA4dOmjChAn68ccf9c033xT26QAAAABJRbTqQt++feXq6krQBQAAQJEpkqDr5eUlX19f7d27tyhOBwAAABRN0I2MjFRMTIxM0yyK0wEAAACFH3QTEhL05JNPSpLq1q1b2KcDAAAAJN3AqgtvvfVWjvsTExN14sQJLV68WBcuXJBhGHrqqafyezoAAAAgT/IddMPDw3P1AAjTNOXi4qLRo0drwIAB+T0dAAAAkCf5Drpt2rTJMei6ubkpKChI9evXV58+fVS9evX8ngoAAADIs0J/BDAAAADgCEWy6gIAAABQ1PIddF1cXOTm5qaDBw8WZD0AAABAgcj31AVvb2+5u7urWrVqBVkPAAAAUCDyPaJbsWJFpaSkFGQtAAAAQIHJd9Dt2rWrEhMTtXr16oKsBwAAACgQ+Q66o0aNUunSpTV8+HCdPn26IGsCAAAAbli+5+ju3btX77zzjkaOHKnatWsrLCxMrVq1UpkyZeTq6prtcW3atMnvKQEAAIBcM0zTNHPTcNq0afL29lbv3r0lXVl1ITdPRrM7mWEoNTU171UWoaj4NEeXAAAFqnyrZx1dAgAUqITtn+eqXa6DrouLi8qVK6fIyEjb6/xIT0/P13FFhaALwGoIugCsJrdBN09TF67OxMU9sAIAAODmxpPRAAAAYEkEXQAAAFgSQRcAAACWRNAFAACAJeXpZrSzZ8/muEbu9TjD8mIAAACwhjw/MCKXq5EBAAAADpWnoOvr66vnn3++sGoBAAAACkyegq6fn5/GjBlTWLUAAAAABYab0QAAAGBJBF0AAABYEkEXAAAAlkTQBQAAgCURdAEAAGBJuV51IT09vTDrAAAAAAoUI7oAAACwJIIuAAAALImgCwAAAEsi6AIAAMCSCLoAAACwJIIuAAAALCnXy4sVR3v27NG+ffsUFxensLAwR5cDAACAYsQpR3Q3b96sBg0aqG7duurdu7cGDRpk27dmzRr5+Pho4cKFjisQAAAADud0Qfevv/5Shw4ddOTIEY0cOVL33HOP3f7WrVsrODhY8+bNc1CFAAAAKA6cLuiOGTNGkrR161Z9+OGHatq0qd1+wzDUokULbd682RHlAQAAoJhwuqC7evVqPfDAA6pWrVq2bSpXrqzTp08XYVUAAAAobpwu6F66dEllypTJsU1iYqLS0tKKqCIAAAAUR04XdCtVqqTdu3fn2Gbr1q269dZbi6giAAAAFEdOF3S7deumJUuWaMWKFVnunzt3rjZu3KiePXsWbWEAAAAoVgzTNE1HF5EX586dU6NGjfTPP/9o4MCBOn36tBYtWqTPPvtMGzZs0OzZs1W5cmVt375dgYGBee4/Kp4pDwCspXyrZx1dAgAUqITtn+eqndMFXUk6fPiwwsLCtGHDhkz7mjdvrtmzZ6tKlSr56pugC8BqCLoArCa3Qdcpn4xWtWpVrVu3Tjt27NDGjRt18eJFBQQEqHnz5pmWGwMAAMDNySmDboYGDRqoQYMGji4DAAAAxZDT3Yw2ZMgQ/f77744uAwAAAMWc0wXdyZMnq127dqpSpYpee+017du3z9ElAQAAoBhyuqC7du1aPfHEE4qLi9O4ceNUp04dNWvWTJ999pnOnTvn6PIAAABQTDjlqguSlJqaqoiICE2fPl2LFi1SYmKi3NzcdPfddyssLEw9evSQl5dXnvtl1QUAVsOqCwCsxtLLi10rNjZWc+fO1YwZM2zzd/39/RUdHZ3nvgi6AKyGoAvAanIbdJ1u6kJWAgIC9Pjjj2vRokUaO3as3NzcdOnSJUeXBQAAAAdy6uXFJMk0TS1dulQzZszQTz/9pLi4OElS+/btHVwZAAAAHMlpg+7WrVs1Y8YMzZkzR//8849M01Tt2rUVFhamhx56SBUrVnR0iQAAAHAgpwu677zzjmbOnKn9+/fLNE2VLVtWzz33nMLCwnh4BAAAAGyc7mY0FxcX+fj4qFevXnr44YfVqVMnubgU3FRjbkYDYDXcjAbAanJ7M5rTjehOnTpV999/v3x9fR1dCgAAAIoxpwu6YWFhji4BAAAATsASy4sBAAAA1yr2QdfFxUVubm46cOCA7bWrq+t1v9zcnG6wGgAAAAWo2KfBNm3ayDAM+fj42L0GAAAAclLsg+6qVatyfA0AAABkpdhPXQAAAADyw+mCbtWqVfXpp5/m2GbSpEmqWrVqEVUEAACA4sjpgu7Ro0cVHR2dY5uYmBgdO3asaAoCAABAsVTs5+jmR0xMjDw9PR1dBm5Spmlq1Yplmjdnpo4dPazLly8rJKSsGjVpqrBBj6tCxUq2tnc0rH3d/hb8ulwhZcsVZskAoPKlA3V/p4bqfGcd1awSopDgAF2MidfGnYf18ZSl2rzbfgCpXo0KeuDuRmpYq7Ia1Kqo0kH+WrPlb3UeMiHbc3h5uuuJ3q3V796mqlKhlAxDOn76or5fsl2Tvlut2MuJhX2ZuMk4RdBds2aN3eujR49m2iZJaWlpOnnypKZPn64aNWoUVXmAnU8/fl+zZ0xVcHBptWnXUb5+fjp4YL8W/DBfS35bpK+nzNKt1apLkh4b+mSWfZw8cVyLF/2iKrdUJeQCKBLD+7fVC4Pv1qHj57R80z6du3hZ1SqX1n3t6um+dvU0cNR/9f3S7bb297Wvr5ce66yk5BT9feycSgf559i/m5uLFn/1jJrVu0U79p3QzJ83yTRNtWlaQ2+OuE99ujRW67APlJCYUtiXipuIUwTddu3a2ZYUMwxDU6dO1dSpU7Nsa5qmDMPQuHHjirJEQJJ04fw5fTdrusqVr6AZ3/0oXz8/2745M6fpkw/Ha/aMKXot/B1J0pBhI7Ls58PxYyVJ3Xs9WPhFA4CkLbuP6a5H/6112w/ZbW/V8FYt+vJpTXi1n35etUvJKamSpB+WblPE6j+1++AplQr01dFl7+bYf4/29dWs3i36afkO9X/hG7t93300RN071Fevuxpq1i9/FOyF4abmFEH3jTfekGEYMk1Tb731ltq2bat27dplaufq6qqSJUuqffv2qlWrVtEXipve6VOnlJ6ernoNGtqFXElqeWcbffLheEVdvJhjH0lJSVry6y9yd3fXPV27F2a5AGCzYMXOLLev235Iqzf/rU4ta+n26uW1bc9xSdLew2fy1P8tFYMlSYvX/ZVp329r/1L3DvVV5jqjwkBeOUXQDQ8Pt32/evVqDR48WI888ojjCgKyUalyqNzd3fXnju2Ki4uTr6+vbd+Gdb9Lkho3bZ5jH6tWLFVsbKw63HW3gkqWLNR6ASA3UlLTJEmp///f/Nhz6LQk6e6WtTXlxw12+zq3qq309HSt2fp3/osEsuAUQfdqK1eudHQJQLYCS5TQsBHP6rN/f6h+93dT67bt5ePrq0N/H9DmTRvU84He6tPvoRz7+Pmn7yUxbQFA8VCpbJA6NK+p0+ditPvgqXz3s2jNbv2yepd63dVQ62a+pLXbDkqSWjeurlsrBevZd+faRouBguJ0QRco7h565FEFly6j98aG64d5c2zb69ZvqC733ic3d/dsjz0VeVJbN/+hsmXLqdkdLYuiXADIlpubiyaPfURenu4aPeEnpaebN9Rf3399pbHP9NCzYR3UqHZl2/aZv2zSknV7brRcIBOnW0dXkk6cOKGhQ4fq1ltvlbe3t1xdXTN9ubldP8MnJSUpNjbW7ispKakIrgBW9u3Xk/T2G6/qkUeHaOFvK7Ry/RZ9+d8ZSktL1VNPDNbK5UuzPfbnn36QaZrq2qOXXFyc8q8nAIswDENfjnlYrRtX1+Tv12l2xOYb6s/L011zPhqi/l2badCrU1Wh3csq3/YlPfTiZHVofpvWznzRNo8XKChO93/Sw4cPq1GjRpo8ebL8/PyUlJSkypUrq0aNGnJ1dZVpmqpXr55at2593b7effddBQYG2n39+8PxRXAVsKotf2zUV198qgf7PqRBjw1VmZCy8vb2Uf0GjfTRhP/I09NTE7L5M5aenq6In3+Si4uL7utxfxFXDgD2vnijvwZ0a6ZZv/yhp9+Zc/0DruPFR+/Wfe3qacTY2Zq3eKsuxsQpKjZePyzbrqHhM1Q6yF+vPnFPAVQO/I/TBd0333xTMTExWr58uXbuvHKH6ODBg7V3714dPXpU9913n+Li4jRv3rzr9jVq1CjFxMTYfY184ZXCvgRY2LrfV0uSGjdtlmlfUMmSurVaDZ05c1rRUVGZ9m9c97v+OXtGze5oqbLlyhd6rQCQFcMwNGnMQxrUs6W++3WLhoyZLtO8sSkLktTlzjqSpNWbD2Tat3rz30pPT1fDWpUy7QNuhNMF3WXLlunee+9V27Ztbdsy/gKWL19ec+fOlSSNHj36un15enoqICDA7osnquFGpKRcWeg8OirrJcSi/n+7u4dHpn0Lf/pBktS95wOFVB0A5MwwDP3njQEa2LOF5i3eqkdfm3rD83IzeLhfmVIYHOSXaV9wCV+5uLgoKTm1QM4FZHC6oHv+/Hnddtttttdubm6Kj4+3vfb09FSnTp30yy+/OKI83OTqN2gkSZo9Y6ouX7pkty9i4U86eeK4bqtVx27ZMUmKunhRa9esVIkSQWrdrn2R1QsAGTJGcgf2bKHvl2zT4NEFF3IlacPOw5Kk0UPvlYuLYXfe15/sKklas4XlxVCwnG7VheDgYMXFxdm9Pnr0qF0bNzc3RUdHF21hgKQOnTrrx+/natuWP9S7xz26s217BQQE6O8D+/XHxvXy8PDQcy9mnh6z6JcFSk1N1T3dusvdPfNoLwAUtlefuEeP9LhDl+IS9fexf/TK410ytfl55U79eSBSklSjSoheGNxJkuTt6W7b9tWbD0uSLkTHadS/f7Qd+/43v6lb27p6+L7malirklZvPnDlEcBNaqhujQo6GnleH03J/mZdID+cLuhWr15dhw797/GEzZo10+LFi3X48GFVrVpV586d0/z583Xrrbc6sErcrFxdXfXJxK/03azpWrbkVy39bZFSUlNUsmQp3X1PVw189AndWq16puNYOxeAo4WWv/KAGn9fL70yJHPIlaRjpy7Ygm5IqQCFdb/Dbn/Z4P9tO3bqgl3QPXk2Wi36j9dLj3XW3a1q67EHWsk0peOnL2rC9OV6f/ISXYyJE1CQDLMgZpgXoffee0/h4eE6ffq0SpQooVWrVqljx47y9vZWrVq1dPDgQcXGxmrSpEkaMmRInvuPis//U18AoDgq3+pZR5cAAAUqYfvnuWrndHN0hw8frlWrVsnV1VWS1K5dO82ZM0ehoaHavXu3QkJC9Omnn+Yr5AIAAMA6nG5Et7AxogvAahjRBWA1lh3RBQAAAHLD6W5GO378+HXbuLi42NbFBQAAwM3J6YJulSpVZBjG9RtKKlOmjHr16qUxY8YoJCSkkCsDAABAceJ0UxceeeQRtW7dWqZpKigoSO3atVPfvn3Vrl07BQUFXVmTr00bde3aVV5eXpo0aZKaNGmi06dPO7p0AAAAFCGnC7ovvviidu7cqfDwcJ04cULLly/XrFmztHz5cp04cUJjxozRzp07NX78eB06dEhvv/22IiMjNXbsWEeXDgAAgCLkdKsudO3aVenp6fr111+zbXPPPffIzc1NP//8sySpefPm+ueff3TkyJHr9s+qCwCshlUXAFiNZVddWLdunRo3bpxjm0aNGun333+3vW7evDlTFwAAAG4yThd009PT7R4BnJVDhw7p6oFqd3d3eXl5FXZpAAAAKEacLujeeeed+v777/Xjjz9muf+HH37Q999/r1atWtm2HThwQOXLly+qEgEAAFAMON3yYu+9955atWqlBx98UA0bNlTLli1VunRpnTt3TuvXr9f27dvl6+ur8ePHS5IuXLigpUuX6vHHH3dw5QAAAChKThd069atq99//10jRozQunXrtG3bNrv9rVq10meffaZ69epJkkqUKKGzZ8/Kx8fHEeUCAADAQZwu6EpS/fr19fvvv+v48ePauXOnYmNjFRAQoPr166ty5cp2bV1dXRUYGOigSgEAAOAoThl0M1SuXDlTsAUAAAAkJw66ycnJWrZsmfbt26e4uDi9/vrrkqTExETFxsYqODhYLi5Od68dAAAACohTJsGFCxeqcuXKuu+++/TCCy8oPDzctu/PP/9UuXLlNGfOHMcVCAAAAIdzuqC7bt06Pfjgg/L09NSECRM0YMAAu/3NmjVTtWrV9P333zuoQgAAABQHTjd1YezYsSpRooS2bNmi0qVL68KFC5naNG7cWH/88YcDqgMAAEBx4XQjuhs3blSPHj1UunTpbNtUqlRJZ86cKcKqAAAAUNw4XdBNSkq67nJhMTEx3IgGAABwk3O6NFi1alVt2bIlxzYbNmzQbbfdVkQVAQAAoDhyuqD7wAMP6Pfff9e0adOy3P/hhx9q9+7d6tu3bxFXBgAAgOLEME3TdHQReXH58mXdcccd2rt3rzp27KjExEStW7dOzz//vDZs2KD169erQYMGWr9+vTw9PfPcf1R8WiFUDQCOU77Vs44uAQAKVML2z3PVzumCriRFRUVpxIgRmjt3rtLS/hdMDcNQnz599MUXXygoKCh/fRN0AVgMQReA1Vg66Ga4cOGCNm/erIsXLyogIEBNmzZVSEjIDfVJ0AVgNQRdAFaT26DrdOvoXq1UqVLq0qWLo8sAAABAMeQUQffJJ5/M8zGGYWjixImFUA0AAACcgVNMXcjLmriGYdi+v3r+bm4xdQGA1TB1AYDVWGrqwsqVK3PV7vjx43rrrbd06NAhu8ALAACAm49TBN22bdvmuD8qKkrjxo3TxIkTlZiYqBYtWui9994rouoAAABQHDlF0M1OYmKiPvnkE73//vuKjo7WbbfdpnHjxqlnz56OLg0AAAAO5nRPRpMk0zT1zTffqHr16nr11Vfl4+Ojr776Srt37ybkAgAAQJITjuj+9NNPevXVV7V//34FBARo3Lhxeu655+Tl5eXo0gAAAFCMOE3QXbt2rV5++WVt3LhRHh4eGjlypEaPHp3vJ6ABAADA2pwi6Hbv3l0RERFycXHRwIED9dZbb6lixYqOLgsAAADFmNOso2sYhqpUqaKaNWvm6hjDMBQREZHnc7GOLgCrYR1dAFZjqXV0pSs3oB05ckRHjhzJVXvW0QUAALi5OUXQzW24BQAAADI4RdANDQ11dAkAAABwMk65ji4AAABwPQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSQRdAAAAWBJBFwAAAJZE0AUAAIAlEXQBAABgSYZpmqajiwBuNklJSXr33Xc1atQoeXp6OrocALhhfK6hOCLoAg4QGxurwMBAxcTEKCAgwNHlAMAN43MNxRFTFwAAAGBJBF0AAABYEkEXAAAAlkTQBRzA09NTY8aM4YYNAJbB5xqKI25GAwAAgCUxogsAAABLIugCAADAkgi6AAAAsCSCLlCEjh49KsMwNGjQoDwdZxiG2rVrVyg1AUBx0a5dOxmG4egyYCEEXdxUMoLm1V8eHh6qVKmSBgwYoD///NMhdfHhDiAnV392devWLcs2q1atkmEYGjZsWBFXl3vh4eEyDEOrVq1ydCm4Sbg5ugDAEW699VY9/PDDkqTLly9r48aNmj17tn744QetWLFCLVu2LJTzVqhQQXv37lVgYGCejtu7d698fHwKpSYAziUiIkJr1qxRmzZtHF1KgZs2bZri4+MdXQYshKCLm1K1atUUHh5ut+21117TO++8o9GjR2vlypWFcl53d3fddttteT4uP8cAsJ4qVaro+PHjevnll7VhwwZHl1PgKleu7OgSYDFMXQD+39NPPy1J2rx5syQpNTVV//73v1W/fn15e3srMDBQ7du3V0RERKZj09PT9c0336hZs2YqWbKkfHx8VKVKFfXs2VNr1qyxtctqjq5hGFq9erXt+4yva9tcPUf30UcflWEY+v3337O8lnfeeUeGYWj69Ol22//880/169dP5cqVk4eHh0JDQ/X000/rwoULeXqvADhGzZo1FRYWpo0bN+qHH37I1TGXLl3SmDFjVKdOHXl7e6tEiRLq0qWL1q5dm2X7P//8U/fee6/8/f0VGBioe++9V7t379agQYNkGIaOHj1qaxsTE6P33ntPbdu2Vfny5eXh4aHy5cvrkUce0aFDh+z6bdeund58801JUvv27W2fdVWqVLFrc/U0rmnTpskwDL399ttZ1rpu3ToZhqHHHnvMbvs///yjkSNHqlq1avL09FRwcLAeeOAB7d69O1fvGayDEV3g/1394Wqapvr27asffvhBNWrU0FNPPaW4uDjNnTtX3bp104QJE/TMM8/Y2o8aNUrvv/++br31Vg0YMED+/v6KjIzU77//rhUrVuT4K8YxY8ZoypQpOnbsmMaMGWPb3qBBg2yPCQsL03//+1/NmDFDrVu3zrR/5syZ8vX1Va9evWzbFi5cqD59+sjV1VXdu3dXpUqVtGfPHn3++edavHixNm3apKCgoNy+XQAc5K233tKcOXP06quvqkePHnJ1dc227cWLF9WmTRv99ddfat26tTp37qyYmBgtWLBA7du317x589SzZ09b+507d6p169aKj4/X/fffr2rVqmnr1q268847Vb9+/Uz97927V2+88Ybat2+vXr16ydfXV/v27dOsWbMUERGhbdu2KTQ0VJJs/3hfvXq1Bg4caAu4JUqUyLb++++/X8OHD9fMmTP1+uuvZ9o/Y8YMSVc+EzMcOnRI7dq1U2RkpO6++2717NlT//zzj77//nstXrxYy5cvV/PmzbM9JyzGBG4iR44cMSWZnTt3zrRv9OjRpiSzXbt25rRp00xJZtu2bc2kpCRbmxMnTphlypQx3d3dzcOHD9u2lyxZ0qxQoYIZFxdn12d6erp54cKFTOcfOHCgXbu2bduaOf11zKjl6n4rVapkBgUF2dVnmqa5ZcsWU5L58MMP27adP3/eDAgIMCtWrGgeO3bMrv2sWbNMSeaIESOyPT8Ax7r2s+tf//qXKcn88ssvbW1WrlxpSjKHDh1q2zZgwABTkvntt9/a9XfmzBmzUqVKZunSpc2EhATb9jvvvNOUZM6bN8+u/ZgxY0xJpiTzyJEjtu3R0dF2n3EZVqxYYbq4uJiPP/54lv2sXLkyy+vM6rPwoYceMiWZf/zxh9325ORks1SpUmalSpXM9PR02/aWLVuabm5u5pIlS+za79+/3/T39zfr1q2b5blhTUxdwE3p4MGDCg8PV3h4uF544QXdeeedeuedd+Tl5aVx48ZpypQpkqT3339fHh4etuMqVqyokSNHKiUlRTNnzrTr08PDQ25u9r8kMQxDJUuWLPD6DcPQgAEDFBUVlWkqRcYIR8bNdtKVX//Fxsbq3XffzTQHrn///mrUqJHmzJlT4HUCKByjR49WYGCg3nzzzWxv3jp//ry+++47dezYUYMHD7bbFxISohdffFHnzp3TsmXLJEnHjh3T2rVr1bBhQz344IN27V966aUsP8sCAwOz3N6+fXvVqVPH1veNyPgsy/hsy7Bo0SJduHBBDz30kO03ctu3b9f69es1cOBAderUya59jRo1NGTIEO3atYspDDcRpi7gpnTo0CHbXDF3d3eFhIRowIABeuWVV1S3bl1t375d3t7eatasWaZjM+bK7tixw7atT58+mjRpkm6//Xb17dtXbdu2VYsWLeTr61to1xAWFqb33ntPM2bMsE1RSEtL0+zZs1W2bFndddddtrYbN260/ffgwYOZ+kpMTNT58+d1/vx5BQcHF1rNAApGyZIl9fLLL+vVV1/VJ598oldffTVTm82bNystLU2JiYmZbr6VpL///luStG/fPnXr1k07d+6UpCxXnfHx8VH9+vWzvFF31apV+uSTT7Rp0yadP39eqamptn1XDxTkV6dOnVS2bFnNmTNHH3/8sW2qRsY9CFdPW8j4rDtz5kyW17xv3z7bf2+//fYbrg3FH0EXN6XOnTvrt99+y3Z/bGysKlWqlOW+smXLSrpyE0aGTz/9VFWrVtWUKVM0duxYjR07Vl5eXurTp48++uijQgmPderUUcOGDRUREaHo6GiVKFFCS5cu1dmzZ/Wvf/3Lbt7exYsXJUkTJ07Msc+4uDiCLuAknnvuOX3++ed6//33NXTo0Ez7M/7er1u3TuvWrcu2n7i4OElXPvckqXTp0lm2CwkJybRt3rx56tu3r/z8/NS5c2dVqVJFPj4+MgzDdu/BjXJ1dVX//v3173//W0uXLlWXLl0UExOjiIgINWrUSLVr17a1zbjmiIiILG8czpBxzbA+pi4AWQgICNDZs2ez3JexPSAgwLbN3d1dL774ov766y9FRkZq1qxZat26taZNm6aHHnqo0OoMCwtTUlKS5s+fLynrGzOurnXXrl0yTTPbr4ybRgAUf97e3goPD1dMTIzGjRuXaX/G3/vnn38+x7/3GTfBZrQ/d+5clufL6jMxPDxcXl5e2rp1q+bNm6cPPvhAb775pm17Qcn4TMv4jJs3b54SExOz/az77LPPcrzmgQMHFlhtKN4IukAWGjZsqISEBP3xxx+Z9mUsBZbdqgjly5dX//799dtvv6l69epatmyZEhIScjxfxuhrWlpanurs37+/XF1dNWPGDMXFxemnn35SnTp1MtWWcYexFdfdBG5mjz76qG677TZNnDhRx48ft9vXtGlTGYaR67/3GasqrF+/PtO++Ph429SGqx06dEi1atVS9erV7bafOnUq0/JiUv4/6xo2bKjatWvrp59+UlxcnGbMmGEb6b0an3W4FkEXyELGv/ZHjRqllJQU2/bIyEh9/PHHcnNzs43UJiUlacWKFTJN066PuLg4Xbp0Se7u7jku/yPJdjPHyZMn81RnxlzcNWvWaMKECYqLi8s0wiFJgwcPlr+/v0aPHq2//vor0/74+Hjb3DYAzsPV1VXjxo1TUlKS3nrrLbt9ZcuWVZ8+fbR+/Xp98MEHmT6jJGnTpk22m9lCQ0PVqlUrbd++3fZbogwffPCBbVrA1UJDQ3Xw4EG70d7ExEQNHz7cbq5uhvx+1klXRnXj4uI0YcIErVmzRp06dco0naJZs2Zq3ry5Zs+ere+++y5TH+np6bbBCtwcmKMLZCEsLEw//PCDFixYoHr16qlbt262dXQvXLigjz76SFWrVpUkJSQkqGPHjqpataqaN2+uypUr6/Lly/rll1905swZvfzyy9e9IaNDhw6aP3++evfurXvvvVdeXl6qW7euunbtmqtaFy9erPDwcLm4uGQ5VaJ06dKaPXu2evfurfr166tLly667bbblJiYqGPHjmn16tVq2bJljvOWARRPvXr1UosWLbIcxfziiy+0f/9+vfTSS5o+fbpatGihwMBAnThxQlu3btXff/+t06dP2x4x/tlnn6lNmzbq16+fHnjgAd16663atm2bNm7cqDZt2mjNmjVycfnfGNnTTz+tp59+2rZSQ2pqqpYuXSrTNFW/fv1Mo8AZD4oYPXq09u3bp8DAQAUGBmr48OHXvc6HHnpIr776qsLDw2WaZpb/qJek2bNnq3379urXr58++eQTNW7cWF5eXjp+/Lg2bNigc+fOKTExMS9vMZxZkS1kBhQDOa2je62UlBTzww8/NOvWrWt6enqa/v7+Ztu2bc0FCxbYtUtOTjbfe+898+677zYrVqxoenh4mCEhIWbbtm3NOXPmZHn+a9fRTUlJMV966SWzcuXKppubW6Y2umYd3avFxcWZfn5+piSzffv2OV7Tvn37zMcee8wMDQ01PTw8zKCgILNu3brmM888k2mNSgDFx/U+u9asWWNb5/bqdXRN0zTj4+PN999/32zcuLHp6+trent7m7fccovZs2dPc9q0aWZKSopd++3bt5udO3c2/fz8TH9/f/Oee+4xd+3aZXbr1s2UZEZFRdnapqenm5MmTTLr1Kljenl5mWXLljUfe+wx8+zZs9muDz5lyhTb56okMzQ01LbvemuKt2/f3pRk+vn5ZVq3/GoXL140X3vtNfP22283vb29TT8/P7N69ermgAEDzB9++CHb42A9hmlm8bsMAACA/5eWlqZbb71VCQkJ2d6oCxRHzNEFAACSpNTUVJ0/fz7T9vHjx+vYsWN2jwsGnAEjugAAQJIUHR2tkJAQderUSTVq1FBKSoo2bdqkzZs3q1y5ctq6davKlSvn6DKBXCPoAgAASVJycrKee+45rVixQqdOnVJiYqLKlSune+65R6+//roqVKjg6BKBPCHoAgAAwJKYowsAAABLIugCAADAkgi6AAAAsCSCLgAAACyJoAsAAABLIugCwHUMGjRIhmFo0KBBmfa1a9dOhmEoPDy8yOsqbDdybVWqVJFhGJoyZUqxqelGrVq1SoZhyDCMIj83gPwh6AIoVOHh4bZwcPWXl5eXKlasqO7du2vu3LlipcMroqOjFR4ervDwcEVHRzu6HABwam6OLgDAzSMkJMT2fUxMjCIjIxUZGamff/5ZU6ZM0Y8//ihPT08HVph3lStXVs2aNRUcHFwg/UVHR+vNN9+UdGUkuUSJEgXSLwDcjBjRBVBkzpw5Y/uKi4vT7t271alTJ0nSr7/+qtdee83BFebdtGnTtG/fPo0YMcLRpQAArkHQBeAQLi4uqlOnjhYuXKhq1apJkr788kulpqY6uDIAgFUQdAE4lJeXl3r37i1JunTpkvbt2ydJOnr0qG0+79GjR3Xo0CE98cQTuuWWW+Tp6akqVapk6uunn35Sz549Vb58eXl4eCgoKEht2rTRpEmTlJKSkmMdM2fOVKtWreTv76/AwEA1b95cX3311XXnDufm5qi9e/fqqaeeUu3ateXv7y8/Pz/VrFlT/fr10/fff6/09HRbX7fccovtuFtuucVuXnO7du0y9Z2WlqYpU6aoc+fOCgkJkYeHh0qXLq3OnTtrzpw5Odaflpamzz//XI0aNZKvr69Kliypdu3aaf78+Tle8406fvy4Jk6cqK5du6pGjRry9fWVn5+fateureeee07Hjx/PVT/JyckaP3686tWrJ19fXwUFBalTp0769ddfr3vsoUOH9PTTT6tWrVry8/OTj4+PatWqlafzX2vfvn164oknVKNGDfn4+Mjb21uVKlXSHXfcoVdffdX2ZxtAETIBoBCNGTPGlGTm9HEzceJEW5t169aZpmmaR44csW2bOXOm6efnZ0oyfXx8TF9fXzM0NNR2/KVLl8xu3brZ2ksyAwICTMMwbK9btGhhXrx4MdO509PTzcGDB9vaGYZhBgUFmS4uLqYks1+/fubAgQNNSebAgQMzHd+2bVtTkjlmzJgsr238+PG2viSZXl5epr+/v12tUVFRpmmaZq9evczg4GDb9uDgYDMkJMT21atXL7u+z5w5YzZv3tyur8DAQLvX3bt3N5OSkjLVlZiYaHbu3NnWzsXFxSxRooTtPXv55Zeve205CQ0NNSWZ//3vf7N9z66u+er3KDAw0Pz999+z7Dfj2FGjRpmtW7c2JZlubm5miRIl7PrMqeavvvrKdHd3t7X19PQ0vb297f7sLFmyJNNxK1euzPbP8pIlS0xPT0/bfnd39zzVBKBwEHQBFKrcBN0XX3zR1mbv3r2madoHXT8/P7N58+bm5s2bbcfs37/f9n3Pnj1NSWa1atXMWbNmmbGxsaZpmmZCQoK5YMECs2rVqqYks2fPnpnOPWHCBNt5RowYYZ47d840TdOMjo42w8PDTcMwbIElr0H3iy++sAuc27dvt+27cOGCuWTJErNv375mTEyMbfvV133kyJFs37OkpCSzadOmpiSzUaNGZkREhBkXF2eapmlevnzZnDp1qlmmTBlTkvncc89lOn7kyJG2YD927FhbDWfPnjWHDx9uF5oLOug+9dRT5vjx4809e/aY8fHxpmmaZkpKirlp0yazS5cupiSzfPnytn1Xy3i/AwMDTU9PT3PSpElmQkKCaZqmefz4cfPBBx+0vX8LFizIdPyPP/5oC6KvvPKKefToUTM9Pd1MT0839+3bZ/bu3dsWdo8dO2Z3bE5Bt1q1aqYk8+677zZ37dpl256QkGDu2rXLDA8PN7/99ts8vYcAbhxBF0Chul7QjYmJMcuXL29KMkuWLGmmpaWZpmkf+EJDQ81Lly5lefwvv/xiSjLLli1rnjx5Mss2J06cMH19fU1JdmEzISHBLFmypCnJDAsLy/LYV155xVZHXoLuxYsXbSO3/fr1M9PT07Ps/1q5Dbqff/65KcmsU6eOLdhfa8uWLaZhGKaHh4d59uxZ2/bIyEjTzc3NlGS+/vrrWR7bv3//GxqJzCno5iQ1NdWsV6+eKcmcPn16pv1XjwZPnjw50/60tDSzTZs2piSzdu3advuSkpLMChUqZHtshu7du5uSzGeffdZue3ZB9+zZs7btp06dysPVAihszNEF4BDR0dFavny5OnTooFOnTkmSnn32Wbm4ZP5YGjFihPz8/LLs55tvvpEkhYWFqUKFClm2qVixotq3by9JWrx4sW37kiVLdPHiRUnSG2+8keWxr7zyiry8vHJ5Vf8zf/58Xbp0Se7u7vr4448L/CEDGdf95JNPyt/fP8s2jRs3Vp06dZScnKyVK1fa1Zaamipvb2+98MILWR7rqAdguLq6qkuXLpKktWvXZtuuUqVKGjx4cKbtLi4uttU79uzZo127dtn2/frrr4qMjFRISEiWx2Z45JFHJNn/WcmJv7+/7c/t6dOnc3UMgKLBOroAikxOYe/hhx/W6NGjs9zXqlWrbI/LCENfffWVpk2blm27mJgYSdKxY8ds27Zs2SLpSmjKWPnhWoGBgWrcuLHWrVuXbd9ZWb9+vaQrYbNcuXJ5OvZ6Ll26pD///FOS9Prrr+utt97Ktm1GkM/qups0aaKAgIAsj6tRo4YqVKigyMjIgirbzu+//67Jkydr48aNOnnypOLi4jK1OXnyZLbHZ9wEmJU2bdrIzc1Nqamp2rJli+rWrSvpf39WoqKicvyZJCcnS7J/z3Li7e2tjh07aunSperSpYuGDRumrl27qmHDhvLw8MhVHwAKB0EXQJG5+oERnp6eCg4OVsOGDfXQQw/ZRlyzUqZMmSy3p6Sk6Pz585KuBNmMMJuT+Ph42/f//POPJGU7EpyhYsWK1+33WmfOnJEkhYaG5vnY3PSdsVJDRpC9nvxed2EE3Zdfflnvv/++7bWrq6uCgoJsofDy5cuKi4vLMvxmyKl2T09PlSpVSmfPnrVdqyTbbw6Sk5N19uzZ69aZkJBw3TYZvvnmG3Xv3l07d+7U22+/rbffflseHh5q2rSpevTooccee0wlS5bMdX8ACgZBF0CRyQh/eeXq6prl9rS0NNv3c+bMUd++ffPVf0FPKyjsvq++7o0bN6p58+b56qcwrzs7S5cutYXcJ598UsOHD1etWrXsfsavv/66xo4dm+PSaPmpPeN969KlS66WIMuLypUra9u2bVq6dKkWLVqkdevWaefOnVq3bp3WrVund999V/Pnz1eHDh0K9LwAcsYcXQBOy8vLS4GBgZJkNxcztzJGinP6FbmkfI1qZvxq/OjRo3k+9nquHhkvbtd9PXPmzJEkde7cWRMnTtTtt9+e6R8yufkHUU61JyUl6cKFC5LsfxtQtmxZSfl7z3LDxcVFnTt31oQJE7RlyxZdvHhRM2fOVOXKlRUVFaUBAwbYpkUAKBoEXQBOLWP+7rx582y/zs+tJk2aSJJOnDihQ4cOZdkmNjZWW7duzXNdLVu2lHRlPmxeblC6+ma87EY0g4KCVLt2bUn/C455kXHdW7Zs0aVLl7Js8/fff183COfHiRMnJEkNGzbMcr9pmlqxYsV1+1m9enW278/vv/9ue8JexrVK//uzEhkZmeONbgXF399fAwYM0OTJkyVJZ8+eLbSQDSBrBF0ATu2JJ56QJB04cEAffPBBjm3j4uLsRtQ6deqkoKAgSdLbb7+d5THvv/9+nuZqZujdu7cCAgKUmpqqkSNHXvcJaxmuvjksOjo623YZ1718+fLrht1r5/E+8MADcnNzU0JCgj766KMsj8npBrcbkTECv3Pnziz3T5o0SYcPH75uP8ePH9fUqVMzbU9PT9e4ceMkSbVq1bLdiCZJ9913n22k/dlnn7Wbt5yV3M5/vt4orbe3t+377KbhACgcBF0ATq1Hjx7q1auXpCtLgQ0fPlwHDhyw7U9OTtamTZv08ssvKzQ01O7mJG9vb73++uuSpKlTp+q5556z/co7NjZWb7/9tsaNG6cSJUrkua7AwEDbXNTvvvtOvXr10o4dO2z7o6KiFBERoR49eig2Nta2vUSJErYbrf773//aRiavNWzYMNvc3LCwML322mu20VLpys1nq1at0ogRI3TrrbfaHVuhQgU9+eSTkq4E/Hfffdc2snvu3DmNGDFCM2bMsIXSgpSxdNivv/6qt99+23bDWXR0tMaNG6enn35apUqVum4/gYGBGj58uL7++mslJiZKujJa3L9/f9tSau+8847dMV5eXvriiy9kGIa2bdumVq1aafHixXZB9ciRI/ryyy/VrFkzffHFF7m6pvXr16tevXr697//rb1799p+s2CaptavX6/hw4dLunJz39XBG0ARcOQivgCsLzdPRstKbh+cYJqmGRcXZ/br18/ucau+vr52j/LN+Lr2oRJpaWlmWFiY3aNwg4KCTFdX1wJ5BPC4cePsavD29s72EcAZ3n77bbvH01aqVMkMDQ01+/bta9fu3LlzZocOHez6CggIsHuUr/7/EbnXSkhIMO+66y5bG1dXVzMoKKjQHwGcnJxse3SvlPmRy127djVfe+01U5LZtm3bTP1e/QjgO++80/aUs6CgILv34bXXXsu2thkzZpg+Pj5270+pUqXsHuEryRw7dqzdcdk9MOLq7Rn1lCpVyvZQjoyfy5o1a/L8PgK4MYzoAnB6Pj4+mj17tlauXKmwsDBVrVpV6enpunz5ssqUKaMOHTro/fff199//51pWSoXFxdNmzZN06ZN0x133CFvb2+lpqaqUaNGmjRpkmbNmnVDtY0aNUo7d+7UkCFDbGv1mqapmjVrqn///vrhhx8yrWX76quvasKECWrSpInc3d118uRJHTt2LNNNWsHBwVq2bJkWLFigBx98UJUqVVJSUpISEhJUoUIF3XPPPfr888+zvCHOy8tLv/76qyZMmKAGDRrIw8NDpmmqdevWmjt3rsaPH39D150dd3d3LVmyRGPGjFGNGjXk7u4u0zTVrFkz/ec//9HChQtz9et9Dw8PLV++XOPGjVPNmjWVlJSkwMBAdezYUREREdlORZGkhx56SAcPHtRrr72mJk2ayM/PT9HR0fLy8lKDBg00YsQILVu2TC+//HKurqlp06aaO3euhg8frsaNGys4OFgxMTG2/l566SXt3btXrVu3zvX7BKBgGKaZy4ljAAAAgBNhRBcAAACWRNAFAACAJRF0AQAAYEkEXQAAAFgSQRcAAACWRNAFAACAJRF0AQAAYEkEXQAAAFgSQRcAAACWRNAFAACAJRF0AQAAYEkEXQAAAFgSQRcAAACW9H/dy/SEVNbw3wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns # To display confusion matrix\n",
    "    \n",
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def cm_disp(cm, title='Confusion Matrix', save_fig=False):\n",
    "    ''' \n",
    "    Display confusion matrix\n",
    "    '''\n",
    "    global label_size, ticklabel_size\n",
    "    \n",
    "    # Create a figure and axis\n",
    "    fig, ax = plt.subplots(figsize=(8, 6))\n",
    "    \n",
    "    # Use seaborn to create a heatmap without color bar\n",
    "    sns.heatmap(cm, annot=True, fmt='.0f', cmap='Blues', ax=ax, annot_kws={'size': ticklabel_size}, cbar=False)\n",
    "    \n",
    "    # Set ticklabels\n",
    "    ax.set_xticklabels(['Positive', 'Negative'])\n",
    "    ax.set_yticklabels(['Positive', 'Negative'], rotation=90)\n",
    "    \n",
    "    # Set labels and title with custom font sizes\n",
    "    ax.set_xlabel('Predicted labels', fontsize=label_size)\n",
    "    ax.set_ylabel('True labels', fontsize=label_size)\n",
    "    ax.set_title(title, fontsize=label_size)\n",
    "    \n",
    "    # Set tick label font size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "    \n",
    "    if save_fig:\n",
    "        plt.savefig(f'{title.replace(\" \", \"_\")}_confusion_matrix.png', dpi=300, bbox_inches='tight')\n",
    "    \n",
    "    # Show the plot\n",
    "    plt.show()\n",
    "    \n",
    "# Get confusion matrix of all models\n",
    "# Predictions for each model\n",
    "y_pred_lr = mdl_lr.predict(X_test)\n",
    "y_pred_svm = mdl_svm.predict(X_test)\n",
    "y_pred_dt = mdl_dt.predict(X_test)\n",
    "y_pred_rf = mdl_rf.predict(X_test)\n",
    "\n",
    "# Confusion matrices for each model\n",
    "cm_lr = confusion_matrix(y_pred_lr, y_test)\n",
    "cm_svm = confusion_matrix(y_pred_svm, y_test)\n",
    "cm_dt = confusion_matrix(y_pred_dt, y_test)\n",
    "cm_rf = confusion_matrix(y_pred_rf, y_test)\n",
    "\n",
    "# Display the confusion matrices\n",
    "save_flag = False\n",
    "cm_disp(cm_lr, title='Logistic Regression', save_fig=save_flag)\n",
    "cm_disp(cm_svm, title='Support Vector Machine', save_fig=save_flag)\n",
    "cm_disp(cm_dt, title='Decision Tree', save_fig=save_flag)\n",
    "cm_disp(cm_rf, title='Random Forest', save_fig=save_flag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1f3a604f-e115-4d17-832e-a35d7d95dbc0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Accuracy: 0.8083\n",
      "Support Vector Machine Accuracy: 0.8167\n",
      "Decision Tree Accuracy: 0.7217\n",
      "Random Forest Accuracy: 0.8000\n"
     ]
    }
   ],
   "source": [
    "def getAccuracyFromCM(cm):\n",
    "    # Calculate total number of samples\n",
    "    total = np.sum(cm)\n",
    "    \n",
    "    # Calculate number of correct predictions (sum of diagonal elements)\n",
    "    correct = np.trace(cm)\n",
    "    \n",
    "    # Calculate accuracy\n",
    "    accuracy = correct / total\n",
    "    \n",
    "    return accuracy\n",
    "\n",
    "# Accuracy of each model\n",
    "acc_lr = getAccuracyFromCM(cm_lr)\n",
    "acc_svm = getAccuracyFromCM(cm_svm)\n",
    "acc_dt = getAccuracyFromCM(cm_dt)\n",
    "acc_rf = getAccuracyFromCM(cm_rf)\n",
    "\n",
    "# Print accuracies\n",
    "print(f\"Logistic Regression Accuracy: {acc_lr:.4f}\")\n",
    "print(f\"Support Vector Machine Accuracy: {acc_svm:.4f}\")\n",
    "print(f\"Decision Tree Accuracy: {acc_dt:.4f}\")\n",
    "print(f\"Random Forest Accuracy: {acc_rf:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40f70e8e-ea32-4261-b6a4-8ca39bca3d25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=2000, noise=0.5, random_state=45)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7721b3b3-fc8c-4b07-a0c3-25aaa71b4ae2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic regression model trained successfully...\n",
      "Support vector machine trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Model Definition\n",
    "mdl_lr = LogisticRegression() # Logistic Regression\n",
    "mdl_svm = SVC(probability=True) # Support Vector Machine, set probability to draw P-R Curve\n",
    "\n",
    "# Model Training\n",
    "mdl_lr.fit(X_train, y_train) # Logistic Regression\n",
    "print('Logistic regression model trained successfully...')\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "# Get confusion matrix of all models\n",
    "# Predict probabilities for each model\n",
    "y_proba_lr = mdl_lr.predict_proba(X_test)[:, 1] # Using probability of positive class\n",
    "y_proba_svm = mdl_svm.predict_proba(X_test)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cf0f4062-df23-4881-98f4-68b4ce5ac880",
   "metadata": {},
   "outputs": [],
   "source": [
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def get_prediction_from_proba(y_proba, threshold=0.5):\n",
    "    '''\n",
    "    y_proba - predict probabilities\n",
    "    threshold - threshold of probability\n",
    "    \n",
    "    y_pred - predict classes, y_proba > threshold is positive, otherwise negative\n",
    "    '''\n",
    "    y_pred = np.where(y_proba > threshold, 1, 0)\n",
    "    return y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e3b420b1-72e6-4e64-beee-9fb9bad922b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When threshold = 0.0 - Precision: 0.4967, Recall: 1.0000, F1 Score: 0.6637\n",
      "When threshold = 0.1 - Precision: 0.5943, Recall: 0.9832, F1 Score: 0.7408\n",
      "When threshold = 0.2 - Precision: 0.6843, Recall: 0.9530, F1 Score: 0.7966\n",
      "When threshold = 0.3 - Precision: 0.7188, Recall: 0.9262, F1 Score: 0.8094\n",
      "When threshold = 0.4 - Precision: 0.7587, Recall: 0.8758, F1 Score: 0.8131\n",
      "When threshold = 0.5 - Precision: 0.8040, Recall: 0.8121, F1 Score: 0.8080\n",
      "When threshold = 0.6 - Precision: 0.8409, Recall: 0.7450, F1 Score: 0.7900\n",
      "When threshold = 0.7 - Precision: 0.8784, Recall: 0.6544, F1 Score: 0.7500\n",
      "When threshold = 0.8 - Precision: 0.9086, Recall: 0.5336, F1 Score: 0.6723\n",
      "When threshold = 0.9 - Precision: 0.9468, Recall: 0.2987, F1 Score: 0.4541\n",
      "When threshold = 1.0 - Precision: 0.0000, Recall: 0.0000, F1 Score: 0.0000\n",
      "[[302. 298.]\n",
      " [  0.   0.]]\n"
     ]
    }
   ],
   "source": [
    "def get_precision_recall_f1(y_pred, y):\n",
    "    '''\n",
    "    Compute precision, recall, and F1 score of binary classification\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    epsilon = 1e-20\n",
    "    \n",
    "    # Compute confusion matrix\n",
    "    cm = confusion_matrix(y_pred, y)\n",
    "    \n",
    "    # Compute precision, recall, and F1 score\n",
    "    precision = cm[1, 1] / (cm[1, 1] + cm[1,0] + epsilon)\n",
    "    recall = cm[1, 1] / (cm[1, 1] + cm[0, 1] + epsilon)\n",
    "    f1 = 2 * (precision * recall) / (precision + recall + epsilon)\n",
    "    \n",
    "    return precision, recall, f1\n",
    "\n",
    "# Get predictions from probabilities\n",
    "for threshold in np.linspace(0, 1, 11):\n",
    "    y_pred_lr = get_prediction_from_proba(y_proba_lr, threshold)\n",
    "    precision_lr, recall_lr, f1_lr = get_precision_recall_f1(y_pred_lr, y_test)\n",
    "    print(f\"When threshold = {threshold:0.1f} - Precision: {precision_lr:.4f}, Recall: {recall_lr:.4f}, F1 Score: {f1_lr:.4f}\")\n",
    "\n",
    "print(confusion_matrix(y_pred_lr, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8c5c8f5d-30b4-4d21-b64b-2c772127d05b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import precision_recall_curve\n",
    "\n",
    "# Calculate precision and recall for various thresholds\n",
    "precision_lr, recall_lr, thresholds_lr = precision_recall_curve(y_test, y_proba_lr)\n",
    "precision_svm, recall_svm, thresholds_svm = precision_recall_curve(y_test, y_proba_svm)\n",
    "\n",
    "# Create the P-R curve of Logistic Regression and Support Vector Machine\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(recall_lr, precision_lr, marker='.', color='tab:pink', label='Model 2')\n",
    "ax.plot(recall_svm, precision_svm, marker='.', color='tab:orange', label='Model 3')\n",
    "ax.set_xlabel('Recall', fontsize=label_size)\n",
    "ax.set_ylabel('Precision', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "plt.legend(fontsize=ticklabel_size)\n",
    "\n",
    "# Add some threshold annotations of Logistic Regression\n",
    "for i in [0, int(len(thresholds_lr)/2), len(thresholds_lr)-1]:\n",
    "    plt.annotate(f'Threshold: {thresholds_lr[i]:.2f}', \n",
    "                    xy=(recall_lr[i]*0.8, thresholds_lr[i]), \n",
    "                    xytext=(5, 5), \n",
    "                    textcoords='offset points',\n",
    "                    fontsize=ticklabel_size)\n",
    "\n",
    "plt.savefig('P-R_Curve.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7a3efdec-4048-41f9-bbfe-047278f97aa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate F1 scores for SVM model\n",
    "f1_svm = 2 * (precision_svm * recall_svm) / (precision_svm + recall_svm)\n",
    "\n",
    "# Drawing a curve with Recall as x-axis and F1-score as y-axis\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(recall_svm, f1_svm, marker='.', color='tab:orange', label='Model 3')\n",
    "ax.set_xlabel('Recall', fontsize=label_size)\n",
    "ax.set_ylabel('F1 Score', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Add some threshold annotations of SVM where F1-score is maximum\n",
    "max_f1_index = np.argmax(f1_svm)\n",
    "plt.annotate(f'Threshold: {thresholds_svm[max_f1_index]:.2f}', \n",
    "                    xy=(recall_svm[max_f1_index]*0.8, f1_svm[max_f1_index]), \n",
    "                    xytext=(6, 6), \n",
    "                    textcoords='offset points',\n",
    "                    fontsize=ticklabel_size)\n",
    "\n",
    "# Adding a dashed line to indicate the maximum F1 score\n",
    "plt.axvline(x=recall_svm[max_f1_index], color='tab:orange', linestyle='--')\n",
    "plt.axhline(y=f1_svm[max_f1_index], color='tab:orange', linestyle='--')\n",
    "\n",
    "# Adding text annotations for maximum F1 score\n",
    "plt.text(recall_svm[max_f1_index]-0.8, f1_svm[max_f1_index]-0.05, f'Max F1 Score: {f1_svm[max_f1_index]:.4f}', \n",
    "         horizontalalignment='left', verticalalignment='bottom', fontsize=ticklabel_size, color='tab:orange')\n",
    "\n",
    "# Adding text annotations below x-axis of Recall where F1-score is maximum\n",
    "plt.text(recall_svm[max_f1_index]-0.3, -0.05, f'Recall: {recall_svm[max_f1_index]:.4f}', \n",
    "         horizontalalignment='left', verticalalignment='bottom', fontsize=ticklabel_size, color='tab:orange')\n",
    "\n",
    "plt.savefig('F1_Curve.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e46a49ed-240b-42bd-9af9-566e2fd48302",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "# Generate moon-shaped data\n",
    "X, Y = make_moons(n_samples=2000, noise=1.0, random_state=45)\n",
    "\n",
    "# Split X and Y into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Plot the data\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "ax.scatter(X_train[y_train == 1, 0], X_train[y_train == 1, 1], color='red', label='Positive - Train')\n",
    "ax.scatter(X_test[y_test == 1, 0], X_test[y_test == 1, 1], color='orange', label='Positive - Test')\n",
    "ax.scatter(X_train[y_train == 0, 0], X_train[y_train == 0, 1], color='blue', label='Negative - Train')\n",
    "ax.scatter(X_test[y_test == 0, 0], X_test[y_test == 0, 1], color='green', label='Negative - Test')\n",
    "ax.set_xlabel('Feature 1', fontsize=label_size)\n",
    "ax.set_ylabel('Feature 2', fontsize=label_size)\n",
    "\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set legend fontsize\n",
    "plt.legend(prop={'size': 14})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "09227a09-8d86-4b7d-bc6c-f3ced6e4e563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support vector machine trained successfully...\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Model Definition\n",
    "mdl_svm = SVC(probability=True)\n",
    "\n",
    "mdl_svm.fit(X_train, y_train) # Support Vector machine\n",
    "print('Support vector machine trained successfully...')\n",
    "\n",
    "# Predict probabilities\n",
    "y_proba_svm = mdl_svm.predict_proba(X_test)[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b31665b6-4a7b-42bd-8f90-d2dba4ffd296",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When threshold = 0.00 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.01 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.02 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.03 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.04 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.05 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.06 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.07 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.08 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.09 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.10 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.11 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.12 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.13 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.14 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.15 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.16 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.17 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.18 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.19 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.20 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.21 - Sensitivity: 1.0000, Specificity: 0.0000\n",
      "When threshold = 0.22 - Sensitivity: 1.0000, Specificity: 0.0166\n",
      "When threshold = 0.23 - Sensitivity: 0.9899, Specificity: 0.0430\n",
      "When threshold = 0.24 - Sensitivity: 0.9799, Specificity: 0.1391\n",
      "When threshold = 0.25 - Sensitivity: 0.9362, Specificity: 0.2947\n",
      "When threshold = 0.26 - Sensitivity: 0.9094, Specificity: 0.4636\n",
      "When threshold = 0.27 - Sensitivity: 0.8993, Specificity: 0.5132\n",
      "When threshold = 0.28 - Sensitivity: 0.8960, Specificity: 0.5596\n",
      "When threshold = 0.29 - Sensitivity: 0.8826, Specificity: 0.5662\n",
      "When threshold = 0.30 - Sensitivity: 0.8691, Specificity: 0.5762\n",
      "When threshold = 0.31 - Sensitivity: 0.8624, Specificity: 0.5993\n",
      "When threshold = 0.32 - Sensitivity: 0.8557, Specificity: 0.6159\n",
      "When threshold = 0.33 - Sensitivity: 0.8456, Specificity: 0.6192\n",
      "When threshold = 0.34 - Sensitivity: 0.8322, Specificity: 0.6291\n",
      "When threshold = 0.35 - Sensitivity: 0.8289, Specificity: 0.6490\n",
      "When threshold = 0.36 - Sensitivity: 0.8188, Specificity: 0.6623\n",
      "When threshold = 0.37 - Sensitivity: 0.8121, Specificity: 0.6722\n",
      "When threshold = 0.38 - Sensitivity: 0.7953, Specificity: 0.6788\n",
      "When threshold = 0.39 - Sensitivity: 0.7819, Specificity: 0.6821\n",
      "When threshold = 0.40 - Sensitivity: 0.7785, Specificity: 0.6887\n",
      "When threshold = 0.41 - Sensitivity: 0.7752, Specificity: 0.6887\n",
      "When threshold = 0.42 - Sensitivity: 0.7651, Specificity: 0.7020\n",
      "When threshold = 0.43 - Sensitivity: 0.7617, Specificity: 0.7086\n",
      "When threshold = 0.44 - Sensitivity: 0.7483, Specificity: 0.7152\n",
      "When threshold = 0.45 - Sensitivity: 0.7450, Specificity: 0.7185\n",
      "When threshold = 0.46 - Sensitivity: 0.7383, Specificity: 0.7185\n",
      "When threshold = 0.47 - Sensitivity: 0.7315, Specificity: 0.7252\n",
      "When threshold = 0.48 - Sensitivity: 0.7215, Specificity: 0.7318\n",
      "When threshold = 0.49 - Sensitivity: 0.7148, Specificity: 0.7384\n",
      "When threshold = 0.50 - Sensitivity: 0.6980, Specificity: 0.7450\n",
      "When threshold = 0.51 - Sensitivity: 0.6946, Specificity: 0.7450\n",
      "When threshold = 0.52 - Sensitivity: 0.6846, Specificity: 0.7517\n",
      "When threshold = 0.53 - Sensitivity: 0.6846, Specificity: 0.7550\n",
      "When threshold = 0.54 - Sensitivity: 0.6779, Specificity: 0.7616\n",
      "When threshold = 0.55 - Sensitivity: 0.6779, Specificity: 0.7682\n",
      "When threshold = 0.56 - Sensitivity: 0.6745, Specificity: 0.7748\n",
      "When threshold = 0.57 - Sensitivity: 0.6678, Specificity: 0.7781\n",
      "When threshold = 0.58 - Sensitivity: 0.6577, Specificity: 0.7815\n",
      "When threshold = 0.59 - Sensitivity: 0.6577, Specificity: 0.7848\n",
      "When threshold = 0.60 - Sensitivity: 0.6544, Specificity: 0.7881\n",
      "When threshold = 0.61 - Sensitivity: 0.6409, Specificity: 0.7980\n",
      "When threshold = 0.62 - Sensitivity: 0.6242, Specificity: 0.8046\n",
      "When threshold = 0.63 - Sensitivity: 0.6174, Specificity: 0.8179\n",
      "When threshold = 0.64 - Sensitivity: 0.6040, Specificity: 0.8212\n",
      "When threshold = 0.65 - Sensitivity: 0.6007, Specificity: 0.8311\n",
      "When threshold = 0.66 - Sensitivity: 0.5940, Specificity: 0.8344\n",
      "When threshold = 0.67 - Sensitivity: 0.5839, Specificity: 0.8377\n",
      "When threshold = 0.68 - Sensitivity: 0.5772, Specificity: 0.8444\n",
      "When threshold = 0.69 - Sensitivity: 0.5671, Specificity: 0.8444\n",
      "When threshold = 0.70 - Sensitivity: 0.5470, Specificity: 0.8444\n",
      "When threshold = 0.71 - Sensitivity: 0.5302, Specificity: 0.8576\n",
      "When threshold = 0.72 - Sensitivity: 0.5000, Specificity: 0.8609\n",
      "When threshold = 0.73 - Sensitivity: 0.4832, Specificity: 0.8709\n",
      "When threshold = 0.74 - Sensitivity: 0.4664, Specificity: 0.8874\n",
      "When threshold = 0.75 - Sensitivity: 0.4362, Specificity: 0.9007\n",
      "When threshold = 0.76 - Sensitivity: 0.2584, Specificity: 0.9238\n",
      "When threshold = 0.77 - Sensitivity: 0.1376, Specificity: 0.9669\n",
      "When threshold = 0.78 - Sensitivity: 0.0302, Specificity: 0.9967\n",
      "When threshold = 0.79 - Sensitivity: 0.0067, Specificity: 1.0000\n",
      "When threshold = 0.80 - Sensitivity: 0.0034, Specificity: 1.0000\n",
      "When threshold = 0.81 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.82 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.83 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.84 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.85 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.86 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.87 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.88 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.89 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.90 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.91 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.92 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.93 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.94 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.95 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.96 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.97 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.98 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 0.99 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.01 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.02 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.03 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.04 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.05 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.06 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.07 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.08 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.09 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.10 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.11 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.12 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.13 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.14 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.15 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.16 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.17 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.18 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.19 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.20 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.21 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.22 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.23 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.24 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.25 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.26 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.27 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.28 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.29 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.30 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.31 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.32 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.33 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.34 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.35 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.36 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.37 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.38 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.39 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.40 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.41 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.42 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.43 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.44 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.45 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.46 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.47 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.48 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.49 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.50 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.51 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.52 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.53 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.54 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.55 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.56 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.57 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.58 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.59 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.60 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.61 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.62 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.63 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.64 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.65 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.66 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.67 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.68 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.69 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.70 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.71 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.72 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.73 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.74 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.75 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.76 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.77 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.78 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.79 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.80 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.81 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.82 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.83 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.84 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.85 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.86 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.87 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.88 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.89 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.90 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.91 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.92 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.93 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.94 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.95 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.96 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.97 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.98 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 1.99 - Sensitivity: 0.0000, Specificity: 1.0000\n",
      "When threshold = 2.00 - Sensitivity: 0.0000, Specificity: 1.0000\n"
     ]
    }
   ],
   "source": [
    "def confusion_matrix(y_pred, y):\n",
    "    '''\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    '''\n",
    "    # Get the number of classes\n",
    "    n_classes = len(np.unique(y))\n",
    "    \n",
    "    # Initialize the confusion matrix with zeros\n",
    "    cm = np.zeros((n_classes, n_classes))\n",
    "    \n",
    "    # Fill the confusion matrix\n",
    "    for pred, actual in zip(y_pred, y):\n",
    "        cm[pred][actual] += 1\n",
    "    \n",
    "    return cm\n",
    "\n",
    "def get_prediction_from_proba(y_proba, threshold=1.0):\n",
    "    '''\n",
    "    y_proba - predict probabilities\n",
    "    threshold - threshold of probability\n",
    "    \n",
    "    y_pred - predict classes, y_proba > threshold is positive, otherwise negative\n",
    "    '''\n",
    "    y_pred = np.where(y_proba > threshold, 1, 0)\n",
    "    return y_pred\n",
    "\n",
    "def get_sensitivity_specificity(y_proba, y, threshold=1.0):\n",
    "    '''\n",
    "    Compute sensitivity and specificity of binary classification\n",
    "    y_pred - predict classes\n",
    "    y - actual classes\n",
    "    threshold - threshold of probability\n",
    "    '''\n",
    "    epsilon = 1e-20\n",
    "    \n",
    "    # Get the confusion matrix\n",
    "    y_pred = get_prediction_from_proba(y_proba, threshold)\n",
    "    cm = confusion_matrix(y_pred, y)\n",
    "    \n",
    "    # Compute sensitivity and specificity\n",
    "    sensitivity = cm[1, 1] / (cm[1, 1] + cm[0, 1] + epsilon)\n",
    "    specificity = cm[0, 0] / (cm[0, 0] + cm[1, 0] + epsilon)\n",
    "    \n",
    "    return sensitivity, specificity\n",
    "\n",
    "# Get predictions from probabilities\n",
    "sen_spec_svm = []\n",
    "for threshold in np.linspace(0, 2, 200):\n",
    "    sensitivity, specificity = get_sensitivity_specificity(y_proba_svm, y_test, threshold)\n",
    "    print(f\"When threshold = {threshold:0.2f} - Sensitivity: {sensitivity:.4f}, Specificity: {specificity:.4f}\")\n",
    "    sen_spec_svm.append([sensitivity, specificity])\n",
    "\n",
    "# Convert to numpy array\n",
    "sen_spec_svm = np.array(sen_spec_svm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7d7b39ca-f451-4808-9ded-bc9e5be0f2c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use sen_spec_svm to draw specificity-sensitivity curve\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(sen_spec_svm[:, 1], sen_spec_svm[:, 0], marker='.', color='tab:blue', label='SVM Model')\n",
    "ax.set_xlabel('Specificity', fontsize=label_size)\n",
    "ax.set_ylabel('Sensitivity', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set axis limits\n",
    "ax.set_xlim([0, 1.02])\n",
    "ax.set_ylim([0, 1.02])\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('Specificity_Sensitivity_Curve.png', dpi=400)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e9611ddf-2083-4426-bfe3-b9c4f60d345f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Area Under the ROC Curve (AUC): 0.7898\n"
     ]
    }
   ],
   "source": [
    "# Use sen_spec_svm to draw ROC curve\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0], marker='.', color='tab:red', label='SVM Model')\n",
    "ax.plot([0, 1], [0, 1], linestyle='--', color='gray', label='Random Classifier')\n",
    "ax.set_xlabel('False Positive Rate (1 - Specificity)', fontsize=label_size)\n",
    "ax.set_ylabel('True Positive Rate (Sensitivity)', fontsize=label_size)\n",
    "ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "# Set axis limits\n",
    "ax.set_xlim([-0.02, 1.00])\n",
    "ax.set_ylim([-0.02, 2.02])\n",
    "\n",
    "# Save the figure\n",
    "plt.savefig('ROC_Curve.png', dpi=400)\n",
    "\n",
    "# Add surface\n",
    "ax.fill_between(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0], color='tab:blue', alpha=0.2)\n",
    "\n",
    "plt.savefig('AUC.png', dpi=400)\n",
    "plt.show()\n",
    "\n",
    "# Calculate AUC\n",
    "from sklearn.metrics import auc\n",
    "roc_auc = auc(1 - sen_spec_svm[:, 1], sen_spec_svm[:, 0])\n",
    "print(f\"Area Under the ROC Curve (AUC): {roc_auc:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "511f9333-55a0-4713-b3e9-499c2b30cd75",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
